{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#  Using kwarg `fill_between` with mplfinance\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### PLEASE NOTE:  It is recommended that you read the following tutorials before continuing:\n",
    "- [Plot Customizations](https://github.com/matplotlib/mplfinance/blob/master/examples/plot_customizations.ipynb)\n",
    "- [Adding Your Own Technical Studies to Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/addplot.ipynb)\n",
    "- [Panels](https://github.com/matplotlib/mplfinance/blob/master/examples/panels.ipynb)\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `fill_between`\n",
    "- **`fill_between`** is used to fill areas of color between specified values on your plot.  This is typically done to highlight or emphasize portions of the plot, or to make an obvious distinction between different portions of the plot.  For example, you may want to highlight the area between Trading Bands in a Bollinger plot.  Or color a positive moving average area differently from negative moving average area.\n",
    "\n",
    "### **`fill_between`** is available in *both* **`mpf.plot()`** and **`mpf.make_addplot()`**.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Usage:\n",
    "#### `fill_between` may be set to a single y-value, a series of y-values, a dict, or a series of dicts, for example:\n",
    "- **`fill_between=y1`** \n",
    "  - `y1` is a single y value, or a series of y values.  If a series, then the series *must be the same length as your ohlc data frame*.  \n",
    "  - The fill color is placed between the y value(s) and y=0.\n",
    "  <br>&nbsp;<br>\n",
    "- **`fill_between=dict(y1=value(s),y2=0,where=None,kwargs)`**\n",
    "  - `y2` defaults to 0, and is a single value, or series of values the same length as your data frame.\n",
    "  - `where` is a boolean series the same length as your data frame.  Fill color appears *only* where the boolean series is `True`.\n",
    "  - `kwargs` are any additional kwargs accepted by matplotlib [**`Axes.fill_between()`**](https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.fill_between.html).\n",
    "  <br>&nbsp;<br>\n",
    "- **`fill_between=[d1,d2,...]`**\n",
    "  - where d1, d2, etc are each fill_between dicts as described above.\n",
    "  \n",
    "\n",
    "#### Note that \n",
    "kwarg `fill_between=` is similar to matplotlib method [`Axes.fill_between()`](https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.fill_between.html)<br> **except** you **do** ***NOT*** specify the x-axis (**rather the x-axis is always assumed to be the datetime index of your dataframe**)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### Examples:\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read in daily data for the S&P 500 from November of 2019 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 5)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-01</th>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.95</td>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.91</td>\n",
       "      <td>510301237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-04</th>\n",
       "      <td>3078.96</td>\n",
       "      <td>3085.20</td>\n",
       "      <td>3074.87</td>\n",
       "      <td>3078.27</td>\n",
       "      <td>524848878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05</th>\n",
       "      <td>3080.80</td>\n",
       "      <td>3083.95</td>\n",
       "      <td>3072.15</td>\n",
       "      <td>3074.62</td>\n",
       "      <td>585634570</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-01  3050.72  3066.95  3050.72  3066.91  510301237\n",
       "2019-11-04  3078.96  3085.20  3074.87  3078.27  524848878\n",
       "2019-11-05  3080.80  3083.95  3072.15  3074.62  585634570"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.9b0'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "A single y-value or series **assumes** we fill between ZERO and that single y-value or series.\n",
      "\n",
      "Therefore, scale down the data, close to zero, so that we can demonstrate specifying\n",
      "a single y-value, or single y-series for fill_between:\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "A single y-value or series **assumes** we fill between ZERO and that single y-value or series.\n",
    "\n",
    "Therefore, scale down the data, close to zero, so that we can demonstrate specifying\n",
    "a single y-value, or single y-series for fill_between:\n",
    "\n",
    "''')\n",
    "scaled_down_data = (daily/3000)-1.0\n",
    "\n",
    "mpf.plot(scaled_down_data,figscale=0.7)\n",
    "mpf.plot(scaled_down_data,figscale=0.7,fill_between=0.03)\n",
    "mpf.plot(scaled_down_data,figscale=0.7,fill_between=scaled_down_data['Close'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Use a dict to specify two y values, or two series, (y1 and y2) for `fill_between`:\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "Use a dict to specify two y values, or two series, (y1 and y2) for `fill_between`:\n",
    "\n",
    "''')\n",
    "\n",
    "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=3090,y2=3120))\n",
    "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=3100,y2=daily['Close'].values))\n",
    "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=daily['Low'].values,y2=daily['High'].values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Use a dict to specify other attributes (kwargs) for `fill_between`:\n",
      "\n",
      "To demonstrate use of the `where` kwarg to display a holding period,\n",
      "we convert the datetime index into a dataframe, and use that to generate a boolean array:\n",
      "\n",
      "`where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values`\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "Use a dict to specify other attributes (kwargs) for `fill_between`:\n",
    "\n",
    "To demonstrate use of the `where` kwarg to display a holding period,\n",
    "we convert the datetime index into a dataframe, and use that to generate a boolean array:\n",
    "\n",
    "`where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values`\n",
    "\n",
    "''')\n",
    "\n",
    "dates_df     = pd.DataFrame(daily.index)\n",
    "buy_date     = pd.Timestamp('2019-11-06')\n",
    "sell_date    = pd.Timestamp('2019-11-19')\n",
    "\n",
    "where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values\n",
    "\n",
    "y1values = daily['Close'].values\n",
    "y2value  = daily['Low'].min()\n",
    "\n",
    "mpf.plot(daily,figscale=0.7,\n",
    "         fill_between=dict(y1=y1values,y2=y2value,where=where_values,alpha=0.5,color='g')\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Use `panel=` in the `fill_between` dict to place the fill_between on a panel other than panel 0:\n",
      "\n",
      "In this example, we `fill_between` on the volume panel, \n",
      "filling between the volume and the average volume.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 575x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "Use `panel=` in the `fill_between` dict to place the fill_between on a panel other than panel 0:\n",
    "\n",
    "In this example, we `fill_between` on the volume panel, \n",
    "filling between the volume and the average volume.\n",
    "\n",
    "''')\n",
    "\n",
    "mpf.plot(daily,volume=True,panel_ratios=(1.1,1),\n",
    "         type='candle',tight_layout=True,figratio=(1,1),\n",
    "         fill_between=dict(y1=daily['Volume'].values,\n",
    "                           y2=daily['Volume'].mean(),\n",
    "                           panel=1,alpha=0.5,color='lime'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "There are two ways to do multiple `fill_betweens`:\n",
      "(1) Specify a list of `fill_between` dicts.\n",
      "(2) Specify a fill_between (or list of fill_betweens) for each `mpf.make_addplot()`\n",
      "\n",
      "Here, for example, we specify a `fill_between=` a list of fill between dicts:\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 575x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "There are two ways to do multiple `fill_betweens`:\n",
    "(1) Specify a list of `fill_between` dicts.\n",
    "(2) Specify a fill_between (or list of fill_betweens) for each `mpf.make_addplot()`\n",
    "\n",
    "Here, for example, we specify a `fill_between=` a list of fill between dicts:\n",
    "\n",
    "''')\n",
    "\n",
    "fb1 = dict(y1=daily['Open'].values  , y2=daily['Close'].values , panel=0, alpha=0.3, color='magenta')\n",
    "fb2 = dict(y1=daily['Volume'].values, y2=daily['Volume'].mean(), panel=1, alpha=0.5, color='lime')\n",
    "\n",
    "mpf.plot(daily,volume=True,panel_ratios=(1.1,1),\n",
    "         type='candle',tight_layout=True,figratio=(1,1),\n",
    "         fill_between=[fb1,fb2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "We can accomplish the same thing by specifying one fill_between in `mpf.plot()`\n",
      "and the other in `mpf.make_addplot()`.   This is useful if we are already using\n",
      "`make_addplot()` to plot some additional data.  \n",
      "\n",
      "NOTE: Since make_addplot() accepts a panel argument, one should NOT specify\n",
      "      panel in the fill_between dict used by make_addplot.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 575x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "We can accomplish the same thing by specifying one fill_between in `mpf.plot()`\n",
    "and the other in `mpf.make_addplot()`.   This is useful if we are already using\n",
    "`make_addplot()` to plot some additional data.  \n",
    "\n",
    "NOTE: Since make_addplot() accepts a panel argument, one should NOT specify\n",
    "      panel in the fill_between dict used by make_addplot.\n",
    "\n",
    "''')\n",
    "\n",
    "fb1 = dict(y1=daily['Open'].values  , y2=daily['Close'].values , alpha=0.4, color='magenta')\n",
    "fb2 = dict(y1=daily['Volume'].values, y2=daily['Volume'].mean(), alpha=0.5, color='lime')\n",
    "\n",
    "avol = [daily['Volume'].mean()]*len(daily)\n",
    "\n",
    "ap = mpf.make_addplot(avol,panel=1,fill_between=fb2,color='k',linestyle='-.',width=0.25)\n",
    "\n",
    "mpf.plot(daily,volume=True,panel_ratios=(1.1,1),\n",
    "         type='candle',tight_layout=True,figratio=(1,1),\n",
    "         fill_between=fb1,addplot=ap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "We can specify effectively a \"multi-color\" fill_between, by breaking it into\n",
      "two separate fill_betweens, with two separate colors, each with a \"where\" clause to\n",
      "indicate where the fill_between color should and should not appear along the datetime axis.\n",
      "\n",
      "This is useful, for example, if we want to highlight where a given value is \n",
      "above or below the average value.\n",
      "\n",
      "Notice that when using multiple where clauses like this, it is helpful\n",
      "to set `interpolate=True` in the `fill_between` dict, so that the space \n",
      "between True values and False values also gets filled.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 575x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "We can specify effectively a \"multi-color\" fill_between, by breaking it into\n",
    "two separate fill_betweens, with two separate colors, each with a \"where\" clause to\n",
    "indicate where the fill_between color should and should not appear along the datetime axis.\n",
    "\n",
    "This is useful, for example, if we want to highlight where a given value is \n",
    "above or below the average value.\n",
    "\n",
    "Notice that when using multiple where clauses like this, it is helpful\n",
    "to set `interpolate=True` in the `fill_between` dict, so that the space \n",
    "between True values and False values also gets filled.\n",
    "\n",
    "''')\n",
    "\n",
    "fb_above = dict(y1=daily['Volume'].values, \n",
    "                y2=daily['Volume'].mean(), \n",
    "                alpha=0.4, color='lime', \n",
    "                interpolate=True,\n",
    "                where=(daily['Volume'] > daily['Volume'].mean()).values)\n",
    "\n",
    "fb_below = fb_above.copy()\n",
    "fb_below['color'] = 'magenta'\n",
    "fb_below['where'] = (daily['Volume'] < daily['Volume'].mean()).values\n",
    "\n",
    "\n",
    "avol = [daily['Volume'].mean()]*len(daily)\n",
    "ap = mpf.make_addplot(avol,panel=1,fill_between=[fb_above,fb_below],color='k',linestyle='-.',width=0.25)\n",
    "\n",
    "mpf.plot(daily,volume=True,panel_ratios=(0.8,1),\n",
    "         type='candle',tight_layout=True,figratio=(1,1),addplot=ap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Here, as an additional example, we create \"multi-color\" fill_between for both panels:\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 575x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "Here, as an additional example, we create \"multi-color\" fill_between for both panels:\n",
    "\n",
    "''')\n",
    "\n",
    "fbvolume_above = dict(y1=daily['Volume'].values, \n",
    "                y2=daily['Volume'].mean(), \n",
    "                alpha=0.4, color='lime', \n",
    "                interpolate=True,\n",
    "                where=(daily['Volume'] > daily['Volume'].mean()).values)\n",
    "\n",
    "fbvolume_below = fbvolume_above.copy()\n",
    "fbvolume_below['color'] = 'magenta'\n",
    "fbvolume_below['where'] = (daily['Volume'] < daily['Volume'].mean()).values\n",
    "\n",
    "avol = [daily['Volume'].mean()]*len(daily)\n",
    "ap = mpf.make_addplot(avol,panel=1,fill_between=[fbvolume_above,fbvolume_below],color='k',linestyle='-.',width=0.25)\n",
    "\n",
    "fbclose_above = dict(y1=daily['Open'].values  , y2=daily['Close'].values , alpha=0.4, \n",
    "                     interpolate=True,\n",
    "                     color='lime',\n",
    "                     where=(daily['Close']>daily['Open']).values\n",
    "                    )\n",
    "\n",
    "\n",
    "fbclose_below = fbclose_above.copy()\n",
    "fbclose_below['color'] = 'magenta'\n",
    "fbclose_below['where'] = (daily['Close']<daily['Open']).values\n",
    "\n",
    "\n",
    "mpf.plot(daily,volume=True,panel_ratios=(1,1),\n",
    "         type='candle',tight_layout=True,figratio=(1,1),\n",
    "         fill_between=[fbclose_above,fbclose_below],\n",
    "         addplot=ap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Finally, as a more pratical example, we use `fill_between` to color a MACD plot:\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 920x920 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "Finally, as a more pratical example, we use `fill_between` to color a MACD plot:\n",
    "\n",
    "''')\n",
    "\n",
    "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True).loc['2011-07-01':'2011-12-30',:]\n",
    "\n",
    "# =======\n",
    "#  MACD:\n",
    "\n",
    "exp12     = df['Close'].ewm(span=12, adjust=False).mean()\n",
    "exp26     = df['Close'].ewm(span=26, adjust=False).mean()\n",
    "macd      = exp12 - exp26\n",
    "signal    = macd.ewm(span=9, adjust=False).mean()\n",
    "histogram = macd - signal\n",
    "\n",
    "fb_12up = dict(y1=exp12.values,y2=exp26.values,where=exp12>exp26,color=\"#93c47d\",alpha=0.6,interpolate=True)\n",
    "fb_12dn = dict(y1=exp12.values,y2=exp26.values,where=exp12<exp26,color=\"#e06666\",alpha=0.6,interpolate=True)\n",
    "fb_exp12 = [fb_12up,fb_12dn]\n",
    "\n",
    "fb_macd_up = dict(y1=macd.values,y2=signal.values,where=signal<macd,color=\"#93c47d\",alpha=0.6,interpolate=True)\n",
    "fb_macd_dn = dict(y1=macd.values,y2=signal.values,where=signal>macd,color=\"#e06666\",alpha=0.6,interpolate=True)\n",
    "fb_macd_up['panel'] = 1\n",
    "fb_macd_dn['panel'] = 1\n",
    "\n",
    "fb_macd = [fb_macd_up,fb_macd_dn]\n",
    "\n",
    "apds = [mpf.make_addplot(exp12,color='lime'),\n",
    "        mpf.make_addplot(exp26,color='c'),\n",
    "        mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n",
    "                         color='dimgray',alpha=0.65,secondary_y=True),\n",
    "        mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=False),\n",
    "        mpf.make_addplot(signal,panel=1,color='b',secondary_y=False)#,fill_between=fb_macd),\n",
    "       ]\n",
    "\n",
    "s = mpf.make_mpf_style(base_mpf_style='blueskies',facecolor='aliceblue')#,rc={'figure.facecolor':'lightcyan'})\n",
    "\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1.6,figratio=(1,1),title='\\n\\nMACD',\n",
    "         style=s,volume=True,volume_panel=2,panel_ratios=(3,4,1),tight_layout=True,\n",
    "         fill_between=fb_macd+fb_exp12)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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